Processing of Polymers Stress Relaxation Curves Using Machine Learning Methods by Anton S. Chepurnenko, Tatiana N. Kondratieva, Ebrahim Al-Wali

“…The total number of numerical experiments for all samples was 346020 variations. When developing the models, CatBoost artificial intelligence methods were used, regularization methods (Weight Decay, Decoupled Weight Decay Regularization, Augmentation) were used to improve the accuracy of the model, and the Z-Score method was used to normalize the data. …”
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Review on the Digitalization and Intelligent Development of Physical Simulation Methods for Hydraulic Fracturing by Bing HOU, Zhihao LIAO, Zhuang ZHANG, Jialun LUO, Yiwen JU, Wen WANG

“…Therefore, there is an urgent need to develop digital and intelligent technologies to enhance the accuracy of hydraulic fracturing physical simulation methods. Systematically investigated the method principle, research status and development direction of digital core reconstruction, acoustic emission positioning and distributed optical fiber monitoring, explored the data acquisition, fracture reconstruction and data interpretation in the process of multi⁃method joint monitoring experiment, and clarified the sample preparation, method combination and application scope in hydraulic fracturing physical simulation. …”
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Modern methods of analysis and instruments measuring sorption properties of magnetic sorbents by Inna V. Dolbnya, Elena A. Tatarintseva, Kristina V. Kozmich, Maria V. Komissarenko, Andrey M. Zakharevich

“…Obtaining accurate and reliable results of the experiment were provided by the use of standard methods, established in federal environmental regulatory document (PND F), verifiable measuring instruments and standard samples. …”
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Modern methods and materials used to treat root perforation: effectiveness comparison by XiaoLan Ma, Hua Xu, Xuefang Chen, Qian Zou, Junrong Wang, Yunmeng Da, Huisu Yin

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METHODS FOR QUANTITATIVE DETERMINATION OF TOTAL FLAVONOIDS IN QUERCUS ROBUR L. BUDS by N. A. Ryabov, V. M. Ryzhov, V. A. Kurkin

“…The research materials were aqueous-alcoholic extracts from Quercus robur L. buds with 70% ethyl alcohol which were analyzed by differential UV spectrophotometry on spectrophotometer “SF 2000” (Russia).Results. The methods for quantitative determination of total flavonoids in Quercus robur L. buds by differential UV spectrophotometry, has been developed using a standard sample of cynaroside at the analytical wavelength of 400 nm. …”
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The Culprit of Bias for Paleointensity Estimation in the Shaw‐Type Protocol and an Innovative Calculation Method by Kaixian Qi, Shuhui Cai, Huafeng Qin, Yuhji Yamamoto, Chenglong Deng, Yongxin Pan, Xin Cheng, Hanning Wu, Rixiang Zhu

“…Combined with a curve fit technique for samples with “folding" phenomenon, the LoRD‐Shaw method yields high‐accuracy results in all tested samples, demonstrating its efficiency in mitigating paleointensity bias from thermal alteration. …”
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A comparison among Different Methods for Estimating Regression Parameters with Autocorrelation Problem under Exponentially Distributed Error by Ahmed Dheyab Ahmed, Baydaa Ismael Abdulwahhab, Ebtisam Karim Abdulah

“…We have employed the simulation studies and calculated the statistical standard mean squares error with sample sizes (15, 30, 60, 100). Further we applied the best method on the real experiment data representing the varieties of cigarettes according to the US Federal Trade Commission.…”
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Improved method of non-intrusive load monitoring based on compressed sensing by Bo Yuan, Hong Liu, Shaoyun Ge, Guoping Liu

“…Experiment shows that the NILM-CS and its improved methods proposed in this paper are reasonable. …”
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Local Differential Privacy Graph Data Modeling Method for Link Prediction by HANQilong, WUXiaoming

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A New BiRNN-SVA Method for Side Lobe Suppression by Shuyi Liu, Yan Jia, Yongqing Liu, Limin Zhai, Xiangkun Zhang

“…The experimental results demonstrate that the BiRNN-SVA method can be applied to data at any Nyquist sampling rate and has superior PSLR and ISLR compared to the GSVA algorithm and MSVA algorithm. …”
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Real-time temperature prediction of large-scale lithium battery module driven by data based on few measurement points by Jiajie HAN, Qingyang YUAN, Yu LI, Bo ZHANG, Ke XUE, Tian LAN

“…To maximize data efficiency and minimize computational costs, we employ the Latin hypercube sampling (LHS) method to design a small but representative temperature database. …”
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Data quality optimized online task allocation method for mobile crowdsensing by Wei ZHANG, Zhuo LI, Xin CHEN

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Kinematic calibration and accuracy compensation method for embodied intelligent disinfection robot by CHENG Jun, FAN Weilong, SHAO Jinyan, ZHOU Xuemei

“…Second, the moving region is divided and the feature point data is sampled. Third, an error identification algorithm based on least square method is proposed, and the identification is realized by sampling data. …”
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Kinematic calibration and accuracy compensation method for embodied intelligent disinfection robot by CHENG Jun, FAN Weilong, SHAO Jinyan, ZHOU Xuemei

“…Second, the moving region is divided and the feature point data is sampled. Third, an error identification algorithm based on least square method is proposed, and the identification is realized by sampling data. …”
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Designing the organizational schizophrenia phenomenon formation pattern with the TISM phase method by Ali Shariatnejad, Zeinab Safari Ahmadvand, Seyedeh Maryam Mousavi

“…Using the snowball sampling method and based on the principle of theoretical adequacy, 20 of them were considered as the research sample. …”
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ROLLING BEARING FAULT DIAGNOSIS METHOD BASED ON CONVOLUTIONAL DEEP FOREST

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A malware classification method based on directed API call relationships. by Cuihua Ma, Zhenwan Li, Haixia Long, Anas Bilal, Xiaowen Liu

“…Our method has been rigorously evaluated through extensive experiments on two real-world malware datasets. …”
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Research on the Local Dynamic Trajectory Planning Method Based on Relative Positioning by LUO Jiaxiang, YUAN Xiwen, HUANG Qiang

“…Therefore, this paper proposes a local dynamic trajectory planning method based on relative positioning. First, the grid sampling is performed in the vehicle curve coordinate system, and the candidate path set in the vehicle coordinate system is obtained after coordinate transformation. …”
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Textile fabrics abrasion resistance – The instrumental method for end point assessment by Jasińska Izabela

“…The article presented a new instrumental method for assessing abrasion resistance. The method, based on image analysis techniques, allows identifying the end point of abrasion test without a constant examination of sample surface, without constantly examining the sample surface. …”
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Transmission Lines Insulator State Detection Method Based on Deep Learning by Xu Tan, Shiying Hou, Fan Yang, Zhimin Li

“…Therefore, to achieve automation in insulator state detection, this paper proposes a method based on deep learning for insulator state detection in transmission lines. …”
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